Automated melanoma recognition

被引:418
作者
Ganster, H
Pinz, A
Röhrer, R
Wildling, E
Binder, M
Kittler, H
机构
[1] Univ Vienna, Dept Dermatol, A-1010 Vienna, Austria
[2] Graz Univ Technol, Inst Comp Graph & Vis, A-8010 Graz, Austria
关键词
classification; dermatology; feature selection; fusion; segmentation;
D O I
10.1109/42.918473
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A system for the computerized analysis of images obtained from ELM has been developed to enhance the early recognition of malignant melanoma, As an initial step, the binary mask of the skin lesion is determined by several basic segmentation algorithms together with a fusion strategy, A set of features containing shape and radiometric features as well as local and global parameters is calculated to describe the malignancy of a lesion, Significant features are then selected from this set by application of statistical feature subset selection methods. The final kNN classification delivers a sensitivity of 87% with a specificity of 92%.
引用
收藏
页码:233 / 239
页数:7
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